Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-16T18:05:35.857094+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-16T18:05:35.857094+00:00",
"frameworkAttemptedAt": "2026-10-16T16:54:57.360126+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42994,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21504,
"successRate": 0.5001628134158255,
"wilsonLowerBound": 0.4954367008471246
},
"vllm": {
"framework": "vllm",
"modelCount": 57579,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15463,
"successRate": 0.26855277097552926,
"wilsonLowerBound": 0.2649481182664045
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 1,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 1,
"successRate": 1.0,
"wilsonLowerBound": 0.20654329147389294
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 4845,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1505,
"successRate": 0.3106295149638803,
"wilsonLowerBound": 0.2977534725555321
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37852,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17963,
"successRate": 0.47455880798900985,
"wilsonLowerBound": 0.46953105655134103
},
"vllm": {
"framework": "vllm",
"modelCount": 40271,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11078,
"successRate": 0.2750862903826575,
"wilsonLowerBound": 0.270746382695937
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13525,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5632,
"successRate": 0.4164140480591497,
"wilsonLowerBound": 0.40813081288022424
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64235,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.1883396902000467,
"wilsonLowerBound": 0.18533473351464752
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 32719,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7015,
"successRate": 0.2144014181362511,
"wilsonLowerBound": 0.2099880497382908
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8147,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 114,
"successRate": 0.013992880815023935,
"wilsonLowerBound": 0.011661626730134517
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26721,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3286,
"successRate": 0.12297443957935705,
"wilsonLowerBound": 0.11909083987028334
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16514,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10148964514957007,
"wilsonLowerBound": 0.09697615986843272
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 16593,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6486,
"successRate": 0.39088772373892605,
"wilsonLowerBound": 0.3834892771213035
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24799,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15355457881366183,
"wilsonLowerBound": 0.14912112242825257
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8123,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.066970331158439,
"wilsonLowerBound": 0.061736366111672984
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 53651,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13505,
"successRate": 0.25171944604946783,
"wilsonLowerBound": 0.24806484506781065
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24986,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3163,
"successRate": 0.12659089089890338,
"wilsonLowerBound": 0.12252516878027803
},
"vllm": {
"framework": "vllm",
"modelCount": 87074,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11222638215770495,
"wilsonLowerBound": 0.11014689086565693
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 48260,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5633,
"successRate": 0.11672192291753004,
"wilsonLowerBound": 0.11388762768637553
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 49420,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3752,
"successRate": 0.07592067988668555,
"wilsonLowerBound": 0.07361821850107568
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94557,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23761,
"successRate": 0.2512875831509037,
"wilsonLowerBound": 0.24853299791390784
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 62,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5624,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 588,
"successRate": 0.10455192034139403,
"wilsonLowerBound": 0.09682316692051096
},
"vllm": {
"framework": "vllm",
"modelCount": 112891,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16536,
"successRate": 0.14647757571462738,
"wilsonLowerBound": 0.1444269843588506
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 229,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.004366812227074236,
"wilsonLowerBound": 0.0007712460958295823
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 24869,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4098,
"successRate": 0.16478346535847843,
"wilsonLowerBound": 0.16022443066902173
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44129,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5703,
"successRate": 0.12923474359264883,
"wilsonLowerBound": 0.12613706010044756
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8346,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 802,
"successRate": 0.09609393721543254,
"wilsonLowerBound": 0.08995544187815271
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35027,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6984,
"successRate": 0.1993890427384589,
"wilsonLowerBound": 0.19523787388037536
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61536,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12428,
"successRate": 0.20196307852314094,
"wilsonLowerBound": 0.19880968584596811
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17199,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4872,
"successRate": 0.28327228327228327,
"wilsonLowerBound": 0.2765870963309218
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15850,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3830,
"successRate": 0.2416403785488959,
"wilsonLowerBound": 0.2350390539998504
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 68868,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18951,
"successRate": 0.27517860254399723,
"wilsonLowerBound": 0.271855641458493
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1286,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 779,
"successRate": 0.6057542768273717,
"wilsonLowerBound": 0.5787676521256635
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48520,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44785655399835117,
"wilsonLowerBound": 0.4434360812943169
},
"vllm": {
"framework": "vllm",
"modelCount": 40516,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5015,
"successRate": 0.12377826044031988,
"wilsonLowerBound": 0.12060708202240626
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1158,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030534351145038167,
"wilsonLowerBound": 0.02655998124483518
},
"vllm": {
"framework": "vllm",
"modelCount": 10102,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 764,
"successRate": 0.07562858839833696,
"wilsonLowerBound": 0.07063229608115972
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7558,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3322,
"successRate": 0.4395342683249537,
"wilsonLowerBound": 0.428377955872368
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7426,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.032992189604093725,
"wilsonLowerBound": 0.029164980749832297
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18968,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5502,
"successRate": 0.2900674820750738,
"wilsonLowerBound": 0.28365242611326774
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28765,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14721,
"successRate": 0.5117677733356509,
"wilsonLowerBound": 0.5059899704757447
},
"vllm": {
"framework": "vllm",
"modelCount": 67908,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7314,
"successRate": 0.10770454143841668,
"wilsonLowerBound": 0.10539502366377193
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13983,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2422,
"successRate": 0.1732103268254309,
"wilsonLowerBound": 0.16702780677269516
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-16T18:05:35.857094+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1041.4125,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.8857614629664727,
"queueFactor": 0.9912506730859719,
"queueWeight": 0.9912506730859719,
"recentSuccess": 49,
"recentSuccessRate": 0.30625,
"recentTerminal": 160,
"recentWilsonLowerBound": 0.24006651044279395,
"running": 8,
"selectionWeight": 1.8692623194451032,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.666666666666668,
"waiting": 27771
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1091.3103448275863,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9843162895469587,
"queueWeight": 0.9843162895469587,
"recentSuccess": 59,
"recentSuccessRate": 0.3390804597701149,
"recentTerminal": 174,
"recentWilsonLowerBound": 0.27289284495184196,
"running": 8,
"selectionWeight": 2.460790723867397,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.0,
"waiting": 31648
},
"Biren_166m": {
"available": true,
"backlogHours": 154.5699481865285,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5567996662977657,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 36,
"recentSuccessRate": 0.18652849740932642,
"recentTerminal": 193,
"recentWilsonLowerBound": 0.13788561098866814,
"running": 8,
"selectionWeight": 0.7238395661870954,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 32.166666666666664,
"waiting": 4972
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 922.8947368421053,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.1440566252160516,
"queueFactor": 1.0093785879444033,
"queueWeight": 1.0093785879444033,
"recentSuccess": 14,
"recentSuccessRate": 0.12280701754385964,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.0745805246720894,
"running": 7,
"selectionWeight": 0.14540767294461426,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.0,
"waiting": 17535
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 395.2551724137931,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.40713753381864315,
"queueFactor": 1.146292045907811,
"queueWeight": 1.146292045907811,
"recentSuccess": 25,
"recentSuccessRate": 0.1724137931034483,
"recentTerminal": 145,
"recentWilsonLowerBound": 0.11959690383831326,
"running": 7,
"selectionWeight": 0.46669851660683304,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.166666666666668,
"waiting": 9552
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 43.63409563409563,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 13,
"recentSuccessRate": 0.02702702702702703,
"recentTerminal": 481,
"recentWilsonLowerBound": 0.01586141321028799,
"running": 26,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 80.16666666666667,
"waiting": 3498
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 121.10569105691057,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.11262423990730253,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 34,
"recentSuccessRate": 0.0921409214092141,
"recentTerminal": 369,
"recentWilsonLowerBound": 0.06668588289593881,
"running": 6,
"selectionWeight": 0.14641151187949328,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 61.5,
"waiting": 7448
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1375.0285714285715,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.21821755027796166,
"queueFactor": 0.950780256542393,
"queueWeight": 0.950780256542393,
"recentSuccess": 11,
"recentSuccessRate": 0.15714285714285714,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.09007528275988681,
"running": 2,
"selectionWeight": 0.20747693843533294,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.666666666666666,
"waiting": 16042
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 428.27272727272725,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9677743668758133,
"queueFactor": 1.1325799010256292,
"queueWeight": 1.1325799010256292,
"recentSuccess": 32,
"recentSuccessRate": 0.24242424242424243,
"recentTerminal": 132,
"recentWilsonLowerBound": 0.17727358005868543,
"running": 11,
"selectionWeight": 1.0960817966513496,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.0,
"waiting": 9422
},
"MetaX_c-500": {
"available": true,
"backlogHours": 476.53521126760563,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.1982744872051208,
"queueFactor": 1.1145836389080173,
"queueWeight": 1.1145836389080173,
"recentSuccess": 37,
"recentSuccessRate": 0.2605633802816901,
"recentTerminal": 142,
"recentWilsonLowerBound": 0.19535194594758357,
"running": 5,
"selectionWeight": 1.335577138359722,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.666666666666668,
"waiting": 11278
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1707.6263736263736,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.19420664178110408,
"queueFactor": 0.9203817214353782,
"queueWeight": 0.9203817214353782,
"recentSuccess": 13,
"recentSuccessRate": 0.14285714285714285,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.08542677254433866,
"running": 4,
"selectionWeight": 0.17874424327667643,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.166666666666666,
"waiting": 25899
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1803.049180327869,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.11748848180592097,
"queueFactor": 0.912905402556881,
"queueWeight": 0.912905402556881,
"recentSuccess": 8,
"recentSuccessRate": 0.13114754098360656,
"recentTerminal": 61,
"recentWilsonLowerBound": 0.06797996145868099,
"running": 2,
"selectionWeight": 0.10725586977883107,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.166666666666666,
"waiting": 18331
},
"Vastai_va16": {
"available": true,
"backlogHours": 1071.9354838709678,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9869646912718493,
"queueWeight": 0.9869646912718493,
"recentSuccess": 7,
"recentSuccessRate": 0.07526881720430108,
"recentTerminal": 93,
"recentWilsonLowerBound": 0.03693621408501648,
"running": 16,
"selectionWeight": 0.04934823456359247,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 15.5,
"waiting": 16615
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1272.611111111111,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.9750386413276193,
"queueFactor": 0.9618836806472011,
"queueWeight": 0.9618836806472011,
"recentSuccess": 27,
"recentSuccessRate": 0.25,
"recentTerminal": 108,
"recentWilsonLowerBound": 0.17787718518702555,
"running": 6,
"selectionWeight": 0.9378737570934567,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.0,
"waiting": 22907
}
},
"queueAttemptedAt": "2026-10-16T18:05:35.857094+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-16T18:05:35.857094+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Biren_166m",
"Ascend_910-b3",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}